{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ImageNet classification\n",
    "This notebook shows an example of ImageNet classification \n",
    "The network that is used for inference is a variant of DoReFaNet, whose topology is illustrated in the following picture.\n",
    "The pink layers are executed in the Programmable Logic at reduced precision (1 bit for weights, 2 bit for activations) while the other layers are executed in python.\n",
    "\n",
    "This notebook shows how to classify labeled images (extracted from the dataset), while [dorefanet-classification](./dorefanet-classification.ipynb) runs the classification on images choosen by the user\n",
    "\n",
    "![DoReFaNet topology](dorefanet-topology.svg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os, pickle, random\n",
    "from datetime import datetime\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "import qnn\n",
    "from qnn import Dorefanet\n",
    "from qnn import utils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Instantiate a Classifier\n",
    "Creating a classifier will automatically download the bitstream onto the device, allocate memory buffers and load the network hyperparameters and weights. \n",
    "The neural network to be implemented is specified in a json file (*dorefanet-layers.json* in this example)\n",
    "The weights for the non-offloaded layers are also loaded in a numpy dictionary to be used for execution in python. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier = Dorefanet()\n",
    "classifier.init_accelerator()\n",
    "net = classifier.load_network(json_layer=\"/usr/local/lib/python3.6/dist-packages/qnn/params/dorefanet-layers.json\")\n",
    "\n",
    "conv0_weights = np.load('/usr/local/lib/python3.6/dist-packages/qnn/params/dorefanet-conv0.npy', encoding=\"latin1\", allow_pickle=True).item()\n",
    "fc_weights = np.load('/usr/local/lib/python3.6/dist-packages/qnn/params/dorefanet-fc-normalized.npy', encoding='latin1', allow_pickle=True).item()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Get ImageNet Classes information\n",
    "Pick the random image from the imagenet-samples folder (image + correct class) and apply preprocessing transformation before inference. Thanks to the naming format adopted in these images (extracted from the validation set), the correct class is also displayed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"imagenet-classes.pkl\", 'rb') as f:\n",
    "    classes = pickle.load(f)\n",
    "    names = dict((k, classes[k][1].split(',')[0]) for k in classes.keys())\n",
    "    synsets = dict((classes[k][0], classes[k][1].split(',')[0]) for k in classes.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Open image to be classified\n",
    "Pick the random image from the imagenet-test folder (image + correct class) and apply preprocessing transformation before inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bullfrog\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=600x400 at 0x7FAD373AC8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_folder = './imagenet-samples/'\n",
    "img_file = os.path.join(img_folder, random.choice(os.listdir(img_folder)))\n",
    "img, img_class = classifier.load_image(img_file)\n",
    "im = Image.open(img_file)\n",
    "if img_class in synsets.keys():\n",
    "    print(synsets[img_class])\n",
    "im"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Execute the first convolutional layer in Python\n",
    "The first layer of this neural network has not been quantized, thus will not be executed in the HW accelerator (which supports only quantized arithmetic). \n",
    "Python provides, with numpy, a backend to execute convolution and other matrix operations. For user convenience the most used operations (convolutional layer, thresholding and fully connected layer) are provided in the class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First layer SW implementation took 589275 microseconds\n"
     ]
    }
   ],
   "source": [
    "conv0_W = conv0_weights['conv0/W']\n",
    "conv0_T = conv0_weights['conv0/T']\n",
    "\n",
    "start = datetime.now()\n",
    "# 1st convolutional layer execution, having as input the image and the trained parameters (weights)\n",
    "conv0 = utils.conv_layer(img, conv0_W, stride=4)\n",
    "# The result in then quantized to 2 bits representation for the subsequent HW offload\n",
    "conv0 = utils.threshold(conv0, conv0_T)\n",
    "\n",
    "end = datetime.now()\n",
    "micros = int((end - start).total_seconds() * 1000000)\n",
    "print(\"First layer SW implementation took {} microseconds\".format(micros))\n",
    "print(micros, file=open('timestamp.txt', 'w'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. HW Offload of the quantized layers\n",
    "The core layers, which values have been quantized during training, are executed in the Programmable Logic. The hardware accelerator consists of a dataflow implementation of multiple layers (in this case, convolution+maxpool). \n",
    "The host code parses the network topology (specified in the json file) and manages the sequence of execution on the accelerator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HW implementation took 24243 microseconds\n"
     ]
    }
   ],
   "source": [
    "# Compute offloaded convolutional layers\n",
    "in_dim = net['conv0']['output'][1]\n",
    "in_ch = net['conv0']['output'][0]\n",
    "out_dim = net['merge4']['output_dim']\n",
    "out_ch = net['merge4']['output_channels']\n",
    "\n",
    "conv_output = classifier.get_accel_buffer(out_ch, out_dim);\n",
    "conv_input = classifier.prepare_buffer(conv0)\n",
    "\n",
    "start = datetime.now()\n",
    "classifier.inference(conv_input, conv_output)\n",
    "end = datetime.now()\n",
    "\n",
    "micros = int((end - start).total_seconds() * 1000000)\n",
    "print(\"HW implementation took {} microseconds\".format(micros))\n",
    "print(micros, file=open('timestamp.txt', 'a'))\n",
    "\n",
    "conv_output = classifier.postprocess_buffer(conv_output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Fully connected layers in python \n",
    "The fully connected layers, are executed in the python backend and the classification finalized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fully-connected layers took 142196 microseconds\n"
     ]
    }
   ],
   "source": [
    "# Normalize results\n",
    "fc_input = conv_output / np.max(conv_output)\n",
    "\n",
    "start = datetime.now()\n",
    "\n",
    "# FC Layer 0\n",
    "fc0_W = fc_weights['fc0/Wn']\n",
    "fc0_b = fc_weights['fc0/bn']\n",
    "\n",
    "fc0_out = utils.fully_connected(fc_input, fc0_W, fc0_b)\n",
    "fc0_out = utils.qrelu(fc0_out)\n",
    "fc0_out = utils.quantize(fc0_out, 2)\n",
    "\n",
    "# FC Layer 1\n",
    "fc1_W = fc_weights['fc1/Wn']\n",
    "fc1_b = fc_weights['fc1/bn']\n",
    "\n",
    "fc1_out = utils.fully_connected(fc0_out, fc1_W, fc1_b)\n",
    "fc1_out = utils.qrelu(fc1_out)\n",
    "\n",
    "# FC Layer 2\n",
    "fct_W = fc_weights['fct/W']\n",
    "fct_b = np.zeros((fct_W.shape[1], ))\n",
    "\n",
    "fct_out = utils.fully_connected(fc1_out, fct_W, fct_b)\n",
    "end = datetime.now()\n",
    "micros = int((end - start).total_seconds() * 1000000)\n",
    "print(\"Fully-connected layers took {} microseconds\".format(micros))\n",
    "print(micros, file=open('timestamp.txt', 'a'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Classification Results\n",
    "The top-5 results of the inference are provided with the corresponding human readable labels.\n",
    "The final classification scores are computed by a SoftMax Operator, that gives the normalized probabilities for all the classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f75f53e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image class: bullfrog\n",
      "Predictions:\n",
      "class:       bullfrog\tprobability:  44.44%\n",
      "class:    leaf beetle\tprobability:  28.83%\n",
      "class:        ladybug\tprobability:   6.95%\n",
      "class:    tailed frog\tprobability:   5.75%\n",
      "class:      tree frog\tprobability:   3.34%\n",
      "\n",
      "Match!\n"
     ]
    }
   ],
   "source": [
    "# Softmax\n",
    "out = utils.softmax(fct_out)\n",
    "\n",
    "# Top-5 results\n",
    "topn =  utils.get_topn_indexes(out, 5)  \n",
    "\n",
    "x_pos = np.arange(len(topn))\n",
    "plt.barh(x_pos, out[topn], height=0.4, color='g', zorder=3)\n",
    "plt.yticks(x_pos, [names[k] for k in topn])\n",
    "plt.gca().invert_yaxis()\n",
    "plt.xlim([0,1])\n",
    "plt.grid(zorder=0)\n",
    "plt.show()\n",
    "\n",
    "if img_class in synsets.keys():\n",
    "    print(\"Image class: {:>5}\\nPredictions:\".format(synsets[img_class]))\n",
    "    for k in topn: print(\"class:{0:>15}\\tprobability:{1:>8.2%}\".format(names[k].lower(), out[k]))\n",
    "    if synsets[img_class] in (names[k] for k in topn):\n",
    "        print(\"\\nMatch!\")\n",
    "else:    \n",
    "    for k in topn: print(\"class:{0:>20}\\tprobability:{1:>8.2%}\".format(names[k].lower(), out[k]))\n",
    "        \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Performance evaluation\n",
    "Show the performance of both software and hardware execution in terms of execution time, number of operations and number of operations over time.\n",
    "The software execution includes the first convolutional layer and the fully connected layers, while the hardware execution includes all the offloaded convolutional layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74695048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "array = np.loadtxt('timestamp.txt')\n",
    "array = list(map(lambda x: x/1000000, array))\n",
    "\n",
    "MOPS   = [238.176256, 1073.856969]\n",
    "TIME   = [array[0] + array[2], array[1]]\n",
    "MOPSS  = [m / t for (m, t) in zip(MOPS ,TIME)]\n",
    "LABELS = ['SW', 'HW']\n",
    "\n",
    "f, ((ax1, ax2, ax3)) = plt.subplots(1, 3, sharex='col', sharey='row', figsize=(15,2))\n",
    "x_pos = np.arange(len(LABELS))\n",
    "plt.yticks(x_pos, LABELS)\n",
    "\n",
    "ax1.barh(x_pos, TIME, height=0.6, color='r', zorder=3)\n",
    "ax1.invert_yaxis()\n",
    "ax1.set_xlabel(\"Execution Time [s]\")\n",
    "ax1.set_ylabel(\"Platform\")\n",
    "ax1.grid(zorder=0)\n",
    "\n",
    "ax2.barh(x_pos, MOPS, height=0.6, color='g', zorder=3)\n",
    "ax2.invert_yaxis()\n",
    "ax2.set_xlabel(\"# of Operations [MOPS]\")\n",
    "ax2.grid(zorder=0)\n",
    "\n",
    "ax3.barh(x_pos, MOPSS, height=0.6, color='b', zorder=3)\n",
    "ax3.invert_yaxis()\n",
    "ax3.set_xlabel(\"Performances [MOPS/s]\")\n",
    "ax3.grid(zorder=0)\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reset the device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier.deinit_accelerator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pynq import Xlnk\n",
    "\n",
    "xlnk = Xlnk();\n",
    "xlnk.xlnk_reset()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
